| Number of Variables | 10 |
|---|---|
| Number of Rows | 101503 |
| Missing Cells | 22729 |
| Missing Cells (%) | 2.2% |
| Duplicate Rows | 328 |
| Duplicate Rows (%) | 0.3% |
| Total Size in Memory | 8.5 MB |
| Average Row Size in Memory | 88.0 B |
| Variable Types |
|
| number_of_times_90_days_late and number_of_time_60_89_days_past_due_not_worse have similar distributions | Similar Distribution |
|---|---|
| monthly_income has 20103 (19.81%) missing values | Missing |
| number_of_dependents has 2626 (2.59%) missing values | Missing |
| revolving_utilization_of_unsecured_lines is skewed | Skewed |
| number_of_time_30_59_days_past_due_not_worse is skewed | Skewed |
| debt_ratio is skewed | Skewed |
| monthly_income is skewed | Skewed |
| number_of_open_credit_lines_and_loans is skewed | Skewed |
| number_of_times_90_days_late is skewed | Skewed |
| number_real_estate_loans_or_lines is skewed | Skewed |
| number_of_time_60_89_days_past_due_not_worse is skewed | Skewed |
|---|---|
| number_of_dependents is skewed | Skewed |
| revolving_utilization_of_unsecured_lines has 7311 (7.2%) zeros | Zeros |
| number_of_time_30_59_days_past_due_not_worse has 85190 (83.93%) zeros | Zeros |
| number_of_times_90_days_late has 95785 (94.37%) zeros | Zeros |
| number_real_estate_loans_or_lines has 38066 (37.5%) zeros | Zeros |
| number_of_time_60_89_days_past_due_not_worse has 96375 (94.95%) zeros | Zeros |
| number_of_dependents has 58618 (57.75%) zeros | Zeros |
numerical
| Approximate Distinct Count | 85716 |
|---|---|
| Approximate Unique (%) | 84.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 1624048 |
| Mean | 5.31 |
| Minimum | 0 |
| Maximum | 21821 |
| Zeros | 7311 |
| Zeros (%) | 7.2% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0.03013 |
| Median | 0.1526 |
| Q3 | 0.5642 |
| 95-th Percentile | 1 |
| Maximum | 21821 |
| Range | 21821 |
| IQR | 0.5341 |
| Mean | 5.31 |
|---|---|
| Standard Deviation | 196.156 |
| Variance | 38477.1915 |
| Sum | 538980.9601 |
| Skewness | 58.3241 |
| Kurtosis | 4210.9048 |
| Coefficient of Variation | 36.9409 |
numerical
| Approximate Distinct Count | 82 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 1624048 |
| Mean | 52.4054 |
| Minimum | 21 |
| Maximum | 104 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 21 |
|---|---|
| 5-th Percentile | 29 |
| Q1 | 41 |
| Median | 52 |
| Q3 | 63 |
| 95-th Percentile | 78 |
| Maximum | 104 |
| Range | 83 |
| IQR | 22 |
| Mean | 52.4054 |
|---|---|
| Standard Deviation | 14.7798 |
| Variance | 218.4412 |
| Sum | 5.3193e+06 |
| Skewness | 0.1871 |
| Kurtosis | -0.5035 |
| Coefficient of Variation | 0.282 |
numerical
| Approximate Distinct Count | 16 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 1624048 |
| Mean | 0.4538 |
| Minimum | 0 |
| Maximum | 98 |
| Zeros | 85190 |
| Zeros (%) | 83.9% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 2 |
| Maximum | 98 |
| Range | 98 |
| IQR | 0 |
| Mean | 0.4538 |
|---|---|
| Standard Deviation | 4.5385 |
| Variance | 20.5979 |
| Sum | 46059 |
| Skewness | 20.9409 |
| Kurtosis | 446.776 |
| Coefficient of Variation | 10.0017 |
numerical
| Approximate Distinct Count | 79878 |
|---|---|
| Approximate Unique (%) | 78.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 1624048 |
| Mean | 344.475 |
| Minimum | 0 |
| Maximum | 268326 |
| Zeros | 2775 |
| Zeros (%) | 2.7% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0.004383 |
| Q1 | 0.1734 |
| Median | 0.3643 |
| Q3 | 0.8516 |
| 95-th Percentile | 2435 |
| Maximum | 268326 |
| Range | 268326 |
| IQR | 0.6782 |
| Mean | 344.475 |
|---|---|
| Standard Deviation | 1632.5952 |
| Variance | 2.6654e+06 |
| Sum | 3.4965e+07 |
| Skewness | 73.1898 |
| Kurtosis | 10099.0289 |
| Coefficient of Variation | 4.7394 |
numerical
| Approximate Distinct Count | 11976 |
|---|---|
| Approximate Unique (%) | 14.7% |
| Missing | 20103 |
| Missing (%) | 19.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 1302400 |
| Mean | 6855.0356 |
| Minimum | 0 |
| Maximum | 7.727e+06 |
| Zeros | 1020 |
| Zeros (%) | 1.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 1340.95 |
| Q1 | 3408 |
| Median | 5400 |
| Q3 | 8200 |
| 95-th Percentile | 14568.1 |
| Maximum | 7.727e+06 |
| Range | 7.727e+06 |
| IQR | 4792 |
| Mean | 6855.0356 |
|---|---|
| Standard Deviation | 36508.6004 |
| Variance | 1.3329e+09 |
| Sum | 5.58e+08 |
| Skewness | 159.2129 |
| Kurtosis | 29134.6735 |
| Coefficient of Variation | 5.3258 |
numerical
| Approximate Distinct Count | 56 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 1624048 |
| Mean | 8.4535 |
| Minimum | 0 |
| Maximum | 85 |
| Zeros | 1250 |
| Zeros (%) | 1.2% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 2 |
| Q1 | 5 |
| Median | 7 |
| Q3 | 11 |
| 95-th Percentile | 18 |
| Maximum | 85 |
| Range | 85 |
| IQR | 6 |
| Mean | 8.4535 |
|---|---|
| Standard Deviation | 5.1441 |
| Variance | 26.4618 |
| Sum | 858057 |
| Skewness | 1.2252 |
| Kurtosis | 3.3015 |
| Coefficient of Variation | 0.6085 |
numerical
| Approximate Distinct Count | 18 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 1624048 |
| Mean | 0.2967 |
| Minimum | 0 |
| Maximum | 98 |
| Zeros | 95785 |
| Zeros (%) | 94.4% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 1 |
| Maximum | 98 |
| Range | 98 |
| IQR | 0 |
| Mean | 0.2967 |
|---|---|
| Standard Deviation | 4.5159 |
| Variance | 20.393 |
| Sum | 30115 |
| Skewness | 21.3556 |
| Kurtosis | 458.8198 |
| Coefficient of Variation | 15.2208 |
numerical
| Approximate Distinct Count | 24 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 1624048 |
| Mean | 1.0131 |
| Minimum | 0 |
| Maximum | 37 |
| Zeros | 38066 |
| Zeros (%) | 37.5% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 2 |
| 95-th Percentile | 3 |
| Maximum | 37 |
| Range | 37 |
| IQR | 2 |
| Mean | 1.0131 |
|---|---|
| Standard Deviation | 1.1103 |
| Variance | 1.2327 |
| Sum | 102830 |
| Skewness | 2.7901 |
| Kurtosis | 31.293 |
| Coefficient of Variation | 1.0959 |
numerical
| Approximate Distinct Count | 12 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 1624048 |
| Mean | 0.2703 |
| Minimum | 0 |
| Maximum | 98 |
| Zeros | 96375 |
| Zeros (%) | 95.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 1 |
| Maximum | 98 |
| Range | 98 |
| IQR | 0 |
| Mean | 0.2703 |
|---|---|
| Standard Deviation | 4.5036 |
| Variance | 20.2822 |
| Sum | 27438 |
| Skewness | 21.5411 |
| Kurtosis | 464.3687 |
| Coefficient of Variation | 16.6603 |
numerical
| Approximate Distinct Count | 13 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 2626 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 1582032 |
| Mean | 0.769 |
| Minimum | 0 |
| Maximum | 43 |
| Zeros | 58618 |
| Zeros (%) | 57.8% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th Percentile | 3 |
| Maximum | 43 |
| Range | 43 |
| IQR | 1 |
| Mean | 0.769 |
|---|---|
| Standard Deviation | 1.1368 |
| Variance | 1.2923 |
| Sum | 76041 |
| Skewness | 2.0759 |
| Kurtosis | 22.2358 |
| Coefficient of Variation | 1.4782 |